Dataset statistics
| Number of variables | 17 |
|---|---|
| Number of observations | 10992 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.4 MiB |
| Average record size in memory | 136.0 B |
Variable types
| NUM | 17 |
|---|
Reproduction
| Analysis started | 2020-08-25 01:43:35.573407 |
|---|---|
| Analysis finished | 2020-08-25 01:44:19.516583 |
| Duration | 43.94 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
input1 has 2364 (21.5%) zeros | Zeros |
input3 has 953 (8.7%) zeros | Zeros |
input5 has 1568 (14.3%) zeros | Zeros |
input6 has 397 (3.6%) zeros | Zeros |
input7 has 988 (9.0%) zeros | Zeros |
input8 has 1556 (14.2%) zeros | Zeros |
input9 has 1028 (9.4%) zeros | Zeros |
input10 has 2239 (20.4%) zeros | Zeros |
input11 has 1300 (11.8%) zeros | Zeros |
input12 has 1227 (11.2%) zeros | Zeros |
input13 has 186 (1.7%) zeros | Zeros |
input14 has 1756 (16.0%) zeros | Zeros |
input15 has 2917 (26.5%) zeros | Zeros |
input16 has 4044 (36.8%) zeros | Zeros |
target has 1143 (10.4%) zeros | Zeros |
| Distinct count | 101 |
|---|---|
| Unique (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38.814319505094616 |
|---|---|
| Minimum | 0.0 |
| Maximum | 100.0 |
| Zeros | 2364 |
| Zeros (%) | 21.5% |
| Memory size | 86.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 6 |
| median | 32 |
| Q3 | 65 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 59 |
Descriptive statistics
| Standard deviation | 34.25778264 |
|---|---|
| Coefficient of variation (CV) | 0.882606808 |
| Kurtosis | -1.041252883 |
| Mean | 38.81431951 |
| Median Absolute Deviation (MAD) | 29 |
| Skewness | 0.50867853 |
| Sum | 426647 |
| Variance | 1173.595672 |
| Value | Count | Frequency (%) | |
| 0 | 2364 | 21.5% | |
| 100 | 1143 | 10.4% | |
| 32 | 137 | 1.2% | |
| 26 | 129 | 1.2% | |
| 38 | 123 | 1.1% | |
| 19 | 120 | 1.1% | |
| 16 | 120 | 1.1% | |
| 15 | 117 | 1.1% | |
| 23 | 117 | 1.1% | |
| 25 | 117 | 1.1% | |
| 30 | 115 | 1.0% | |
| 20 | 115 | 1.0% | |
| 31 | 114 | 1.0% | |
| 13 | 113 | 1.0% | |
| 29 | 112 | 1.0% | |
| 27 | 112 | 1.0% | |
| 42 | 111 | 1.0% | |
| 24 | 110 | 1.0% | |
| 14 | 109 | 1.0% | |
| 35 | 109 | 1.0% | |
| 33 | 108 | 1.0% | |
| 21 | 108 | 1.0% | |
| 12 | 105 | 1.0% | |
| 36 | 103 | 0.9% | |
| 22 | 102 | 0.9% | |
| Other values (76) | 4859 | 44.2% |
| Value | Count | Frequency (%) | |
| 0 | 2364 | 21.5% | |
| 1 | 59 | 0.5% | |
| 2 | 85 | 0.8% | |
| 3 | 57 | 0.5% | |
| 4 | 79 | 0.7% | |
| 5 | 69 | 0.6% | |
| 6 | 78 | 0.7% | |
| 7 | 91 | 0.8% | |
| 8 | 86 | 0.8% | |
| 9 | 87 | 0.8% |
| Value | Count | Frequency (%) | |
| 100 | 1143 | 10.4% | |
| 99 | 32 | 0.3% | |
| 98 | 34 | 0.3% | |
| 97 | 45 | 0.4% | |
| 96 | 35 | 0.3% | |
| 95 | 46 | 0.4% | |
| 94 | 28 | 0.3% | |
| 93 | 44 | 0.4% | |
| 92 | 33 | 0.3% | |
| 91 | 32 | 0.3% |
input2
Real number (ℝ≥0)
| Distinct count | 96 |
|---|---|
| Unique (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 85.12026928675401 |
|---|---|
| Minimum | 0.0 |
| Maximum | 100.0 |
| Zeros | 27 |
| Zeros (%) | 0.2% |
| Memory size | 86.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 55 |
| Q1 | 76 |
| median | 89 |
| Q3 | 100 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 16.21857068 |
|---|---|
| Coefficient of variation (CV) | 0.1905371166 |
| Kurtosis | 3.050747285 |
| Mean | 85.12026929 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | -1.491182875 |
| Sum | 935642 |
| Variance | 263.0420348 |
| Value | Count | Frequency (%) | |
| 100 | 3115 | 28.3% | |
| 90 | 261 | 2.4% | |
| 91 | 259 | 2.4% | |
| 88 | 254 | 2.3% | |
| 96 | 247 | 2.2% | |
| 93 | 245 | 2.2% | |
| 85 | 245 | 2.2% | |
| 89 | 244 | 2.2% | |
| 94 | 242 | 2.2% | |
| 82 | 236 | 2.1% | |
| 92 | 235 | 2.1% | |
| 95 | 234 | 2.1% | |
| 86 | 232 | 2.1% | |
| 87 | 221 | 2.0% | |
| 97 | 217 | 2.0% | |
| 81 | 216 | 2.0% | |
| 83 | 213 | 1.9% | |
| 84 | 205 | 1.9% | |
| 98 | 203 | 1.8% | |
| 80 | 200 | 1.8% | |
| 78 | 200 | 1.8% | |
| 77 | 175 | 1.6% | |
| 99 | 172 | 1.6% | |
| 76 | 172 | 1.6% | |
| 79 | 167 | 1.5% | |
| Other values (71) | 2582 | 23.5% |
| Value | Count | Frequency (%) | |
| 0 | 27 | 0.2% | |
| 3 | 2 | < 0.1% | |
| 4 | 2 | < 0.1% | |
| 5 | 2 | < 0.1% | |
| 6 | 1 | < 0.1% | |
| 8 | 1 | < 0.1% | |
| 9 | 1 | < 0.1% | |
| 11 | 1 | < 0.1% | |
| 12 | 3 | < 0.1% | |
| 13 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 100 | 3115 | 28.3% | |
| 99 | 172 | 1.6% | |
| 98 | 203 | 1.8% | |
| 97 | 217 | 2.0% | |
| 96 | 247 | 2.2% | |
| 95 | 234 | 2.1% | |
| 94 | 242 | 2.2% | |
| 93 | 245 | 2.2% | |
| 92 | 235 | 2.1% | |
| 91 | 259 | 2.4% |
| Distinct count | 101 |
|---|---|
| Unique (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.60562227074236 |
|---|---|
| Minimum | 0.0 |
| Maximum | 100.0 |
| Zeros | 953 |
| Zeros (%) | 8.7% |
| Memory size | 86.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 20 |
| median | 40 |
| Q3 | 58 |
| 95-th percentile | 89 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 38 |
Descriptive statistics
| Standard deviation | 26.34298414 |
|---|---|
| Coefficient of variation (CV) | 0.648752135 |
| Kurtosis | -0.5956949956 |
| Mean | 40.60562227 |
| Median Absolute Deviation (MAD) | 19 |
| Skewness | 0.2684032131 |
| Sum | 446337 |
| Variance | 693.9528134 |
| Value | Count | Frequency (%) | |
| 0 | 953 | 8.7% | |
| 100 | 309 | 2.8% | |
| 35 | 185 | 1.7% | |
| 46 | 177 | 1.6% | |
| 39 | 168 | 1.5% | |
| 34 | 167 | 1.5% | |
| 40 | 167 | 1.5% | |
| 38 | 166 | 1.5% | |
| 44 | 161 | 1.5% | |
| 43 | 159 | 1.4% | |
| 53 | 157 | 1.4% | |
| 42 | 157 | 1.4% | |
| 52 | 157 | 1.4% | |
| 30 | 152 | 1.4% | |
| 57 | 150 | 1.4% | |
| 47 | 150 | 1.4% | |
| 56 | 149 | 1.4% | |
| 41 | 148 | 1.3% | |
| 54 | 146 | 1.3% | |
| 50 | 145 | 1.3% | |
| 51 | 144 | 1.3% | |
| 49 | 143 | 1.3% | |
| 31 | 142 | 1.3% | |
| 60 | 141 | 1.3% | |
| 55 | 141 | 1.3% | |
| Other values (76) | 6158 | 56.0% |
| Value | Count | Frequency (%) | |
| 0 | 953 | 8.7% | |
| 1 | 75 | 0.7% | |
| 2 | 77 | 0.7% | |
| 3 | 73 | 0.7% | |
| 4 | 79 | 0.7% | |
| 5 | 84 | 0.8% | |
| 6 | 83 | 0.8% | |
| 7 | 79 | 0.7% | |
| 8 | 103 | 0.9% | |
| 9 | 91 | 0.8% |
| Value | Count | Frequency (%) | |
| 100 | 309 | 2.8% | |
| 99 | 17 | 0.2% | |
| 98 | 24 | 0.2% | |
| 97 | 23 | 0.2% | |
| 96 | 21 | 0.2% | |
| 95 | 28 | 0.3% | |
| 94 | 16 | 0.1% | |
| 93 | 26 | 0.2% | |
| 92 | 28 | 0.3% | |
| 91 | 20 | 0.2% |
input4
Real number (ℝ≥0)
| Distinct count | 98 |
|---|---|
| Unique (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 83.77419941775837 |
|---|---|
| Minimum | 0.0 |
| Maximum | 100.0 |
| Zeros | 14 |
| Zeros (%) | 0.1% |
| Memory size | 86.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 47 |
| Q1 | 72 |
| median | 91 |
| Q3 | 100 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 28 |
Descriptive statistics
| Standard deviation | 19.16364639 |
|---|---|
| Coefficient of variation (CV) | 0.2287535604 |
| Kurtosis | 1.104591938 |
| Mean | 83.77419942 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | -1.193760628 |
| Sum | 920846 |
| Variance | 367.2453428 |
| Value | Count | Frequency (%) | |
| 100 | 4387 | 39.9% | |
| 75 | 173 | 1.6% | |
| 78 | 172 | 1.6% | |
| 77 | 171 | 1.6% | |
| 81 | 171 | 1.6% | |
| 80 | 167 | 1.5% | |
| 79 | 167 | 1.5% | |
| 99 | 162 | 1.5% | |
| 82 | 161 | 1.5% | |
| 76 | 160 | 1.5% | |
| 83 | 158 | 1.4% | |
| 98 | 153 | 1.4% | |
| 84 | 147 | 1.3% | |
| 74 | 146 | 1.3% | |
| 73 | 143 | 1.3% | |
| 97 | 136 | 1.2% | |
| 71 | 135 | 1.2% | |
| 90 | 134 | 1.2% | |
| 70 | 130 | 1.2% | |
| 85 | 129 | 1.2% | |
| 68 | 127 | 1.2% | |
| 96 | 126 | 1.1% | |
| 86 | 126 | 1.1% | |
| 69 | 124 | 1.1% | |
| 92 | 123 | 1.1% | |
| Other values (73) | 3064 | 27.9% |
| Value | Count | Frequency (%) | |
| 0 | 14 | 0.1% | |
| 2 | 4 | < 0.1% | |
| 4 | 3 | < 0.1% | |
| 6 | 1 | < 0.1% | |
| 7 | 1 | < 0.1% | |
| 8 | 5 | < 0.1% | |
| 9 | 5 | < 0.1% | |
| 10 | 5 | < 0.1% | |
| 11 | 4 | < 0.1% | |
| 12 | 3 | < 0.1% |
| Value | Count | Frequency (%) | |
| 100 | 4387 | 39.9% | |
| 99 | 162 | 1.5% | |
| 98 | 153 | 1.4% | |
| 97 | 136 | 1.2% | |
| 96 | 126 | 1.1% | |
| 95 | 108 | 1.0% | |
| 94 | 102 | 0.9% | |
| 93 | 112 | 1.0% | |
| 92 | 123 | 1.1% | |
| 91 | 115 | 1.0% |
| Distinct count | 101 |
|---|---|
| Unique (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49.77037845705968 |
|---|---|
| Minimum | 0.0 |
| Maximum | 100.0 |
| Zeros | 1568 |
| Zeros (%) | 14.3% |
| Memory size | 86.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 18 |
| median | 53 |
| Q3 | 78 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 60 |
Descriptive statistics
| Standard deviation | 34.10051458 |
|---|---|
| Coefficient of variation (CV) | 0.685156827 |
| Kurtosis | -1.310362223 |
| Mean | 49.77037846 |
| Median Absolute Deviation (MAD) | 30 |
| Skewness | -0.07887461935 |
| Sum | 547076 |
| Variance | 1162.845095 |
| Value | Count | Frequency (%) | |
| 0 | 1568 | 14.3% | |
| 100 | 1155 | 10.5% | |
| 66 | 159 | 1.4% | |
| 68 | 130 | 1.2% | |
| 65 | 128 | 1.2% | |
| 62 | 127 | 1.2% | |
| 60 | 120 | 1.1% | |
| 64 | 114 | 1.0% | |
| 67 | 114 | 1.0% | |
| 61 | 113 | 1.0% | |
| 70 | 112 | 1.0% | |
| 74 | 111 | 1.0% | |
| 73 | 111 | 1.0% | |
| 76 | 110 | 1.0% | |
| 69 | 107 | 1.0% | |
| 81 | 106 | 1.0% | |
| 59 | 105 | 1.0% | |
| 52 | 105 | 1.0% | |
| 78 | 105 | 1.0% | |
| 22 | 104 | 0.9% | |
| 77 | 102 | 0.9% | |
| 71 | 102 | 0.9% | |
| 57 | 102 | 0.9% | |
| 63 | 102 | 0.9% | |
| 56 | 99 | 0.9% | |
| Other values (76) | 5681 | 51.7% |
| Value | Count | Frequency (%) | |
| 0 | 1568 | 14.3% | |
| 1 | 68 | 0.6% | |
| 2 | 61 | 0.6% | |
| 3 | 39 | 0.4% | |
| 4 | 55 | 0.5% | |
| 5 | 64 | 0.6% | |
| 6 | 69 | 0.6% | |
| 7 | 67 | 0.6% | |
| 8 | 72 | 0.7% | |
| 9 | 61 | 0.6% |
| Value | Count | Frequency (%) | |
| 100 | 1155 | 10.5% | |
| 99 | 43 | 0.4% | |
| 98 | 41 | 0.4% | |
| 97 | 60 | 0.5% | |
| 96 | 69 | 0.6% | |
| 95 | 69 | 0.6% | |
| 94 | 62 | 0.6% | |
| 93 | 66 | 0.6% | |
| 92 | 84 | 0.8% | |
| 91 | 72 | 0.7% |
| Distinct count | 101 |
|---|---|
| Unique (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 65.57314410480349 |
|---|---|
| Minimum | 0.0 |
| Maximum | 100.0 |
| Zeros | 397 |
| Zeros (%) | 3.6% |
| Memory size | 86.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 49 |
| median | 71 |
| Q3 | 86 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 37 |
Descriptive statistics
| Standard deviation | 26.99668765 |
|---|---|
| Coefficient of variation (CV) | 0.4117034194 |
| Kurtosis | -0.1699343809 |
| Mean | 65.5731441 |
| Median Absolute Deviation (MAD) | 18 |
| Skewness | -0.7405550347 |
| Sum | 720780 |
| Variance | 728.8211439 |
| Value | Count | Frequency (%) | |
| 100 | 1115 | 10.1% | |
| 0 | 397 | 3.6% | |
| 78 | 211 | 1.9% | |
| 75 | 207 | 1.9% | |
| 79 | 205 | 1.9% | |
| 72 | 200 | 1.8% | |
| 76 | 193 | 1.8% | |
| 77 | 184 | 1.7% | |
| 74 | 183 | 1.7% | |
| 73 | 180 | 1.6% | |
| 70 | 178 | 1.6% | |
| 71 | 176 | 1.6% | |
| 80 | 176 | 1.6% | |
| 82 | 174 | 1.6% | |
| 68 | 173 | 1.6% | |
| 83 | 170 | 1.5% | |
| 67 | 170 | 1.5% | |
| 81 | 169 | 1.5% | |
| 69 | 163 | 1.5% | |
| 88 | 151 | 1.4% | |
| 66 | 143 | 1.3% | |
| 65 | 140 | 1.3% | |
| 85 | 140 | 1.3% | |
| 99 | 137 | 1.2% | |
| 91 | 134 | 1.2% | |
| Other values (76) | 5523 | 50.2% |
| Value | Count | Frequency (%) | |
| 0 | 397 | 3.6% | |
| 1 | 24 | 0.2% | |
| 2 | 25 | 0.2% | |
| 3 | 12 | 0.1% | |
| 4 | 17 | 0.2% | |
| 5 | 24 | 0.2% | |
| 6 | 21 | 0.2% | |
| 7 | 26 | 0.2% | |
| 8 | 19 | 0.2% | |
| 9 | 23 | 0.2% |
| Value | Count | Frequency (%) | |
| 100 | 1115 | 10.1% | |
| 99 | 137 | 1.2% | |
| 98 | 129 | 1.2% | |
| 97 | 127 | 1.2% | |
| 96 | 110 | 1.0% | |
| 95 | 125 | 1.1% | |
| 94 | 132 | 1.2% | |
| 93 | 107 | 1.0% | |
| 92 | 105 | 1.0% | |
| 91 | 134 | 1.2% |
| Distinct count | 101 |
|---|---|
| Unique (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.220251091703055 |
|---|---|
| Minimum | 0.0 |
| Maximum | 100.0 |
| Zeros | 988 |
| Zeros (%) | 9.0% |
| Memory size | 86.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 28 |
| median | 53.5 |
| Q3 | 74 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 46 |
Descriptive statistics
| Standard deviation | 30.57688117 |
|---|---|
| Coefficient of variation (CV) | 0.5969685919 |
| Kurtosis | -1.006198581 |
| Mean | 51.22025109 |
| Median Absolute Deviation (MAD) | 22.5 |
| Skewness | -0.1340645608 |
| Sum | 563013 |
| Variance | 934.9456621 |
| Value | Count | Frequency (%) | |
| 0 | 988 | 9.0% | |
| 100 | 899 | 8.2% | |
| 68 | 155 | 1.4% | |
| 56 | 145 | 1.3% | |
| 70 | 142 | 1.3% | |
| 61 | 142 | 1.3% | |
| 53 | 139 | 1.3% | |
| 67 | 139 | 1.3% | |
| 57 | 139 | 1.3% | |
| 62 | 138 | 1.3% | |
| 69 | 136 | 1.2% | |
| 54 | 135 | 1.2% | |
| 51 | 134 | 1.2% | |
| 55 | 134 | 1.2% | |
| 72 | 133 | 1.2% | |
| 66 | 133 | 1.2% | |
| 65 | 131 | 1.2% | |
| 50 | 128 | 1.2% | |
| 74 | 127 | 1.2% | |
| 59 | 127 | 1.2% | |
| 52 | 126 | 1.1% | |
| 63 | 125 | 1.1% | |
| 60 | 124 | 1.1% | |
| 41 | 124 | 1.1% | |
| 73 | 118 | 1.1% | |
| Other values (76) | 6031 | 54.9% |
| Value | Count | Frequency (%) | |
| 0 | 988 | 9.0% | |
| 1 | 38 | 0.3% | |
| 2 | 68 | 0.6% | |
| 3 | 50 | 0.5% | |
| 4 | 60 | 0.5% | |
| 5 | 53 | 0.5% | |
| 6 | 61 | 0.6% | |
| 7 | 68 | 0.6% | |
| 8 | 57 | 0.5% | |
| 9 | 53 | 0.5% |
| Value | Count | Frequency (%) | |
| 100 | 899 | 8.2% | |
| 99 | 51 | 0.5% | |
| 98 | 40 | 0.4% | |
| 97 | 36 | 0.3% | |
| 96 | 43 | 0.4% | |
| 95 | 57 | 0.5% | |
| 94 | 56 | 0.5% | |
| 93 | 61 | 0.6% | |
| 92 | 54 | 0.5% | |
| 91 | 64 | 0.6% |
| Distinct count | 101 |
|---|---|
| Unique (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.49899927219796 |
|---|---|
| Minimum | 0.0 |
| Maximum | 100.0 |
| Zeros | 1556 |
| Zeros (%) | 14.2% |
| Memory size | 86.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 23 |
| median | 43 |
| Q3 | 64 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 41 |
Descriptive statistics
| Standard deviation | 29.90610361 |
|---|---|
| Coefficient of variation (CV) | 0.6720623856 |
| Kurtosis | -0.8258615147 |
| Mean | 44.49899927 |
| Median Absolute Deviation (MAD) | 21 |
| Skewness | 0.1809040796 |
| Sum | 489133 |
| Variance | 894.3750331 |
| Value | Count | Frequency (%) | |
| 0 | 1556 | 14.2% | |
| 100 | 728 | 6.6% | |
| 35 | 183 | 1.7% | |
| 34 | 177 | 1.6% | |
| 40 | 176 | 1.6% | |
| 39 | 175 | 1.6% | |
| 43 | 173 | 1.6% | |
| 36 | 169 | 1.5% | |
| 38 | 167 | 1.5% | |
| 33 | 159 | 1.4% | |
| 37 | 152 | 1.4% | |
| 31 | 147 | 1.3% | |
| 52 | 146 | 1.3% | |
| 58 | 145 | 1.3% | |
| 60 | 145 | 1.3% | |
| 55 | 144 | 1.3% | |
| 42 | 142 | 1.3% | |
| 50 | 142 | 1.3% | |
| 53 | 142 | 1.3% | |
| 32 | 140 | 1.3% | |
| 41 | 138 | 1.3% | |
| 62 | 136 | 1.2% | |
| 61 | 132 | 1.2% | |
| 57 | 131 | 1.2% | |
| 51 | 129 | 1.2% | |
| Other values (76) | 5218 | 47.5% |
| Value | Count | Frequency (%) | |
| 0 | 1556 | 14.2% | |
| 1 | 40 | 0.4% | |
| 2 | 31 | 0.3% | |
| 3 | 39 | 0.4% | |
| 4 | 39 | 0.4% | |
| 5 | 42 | 0.4% | |
| 6 | 36 | 0.3% | |
| 7 | 30 | 0.3% | |
| 8 | 39 | 0.4% | |
| 9 | 46 | 0.4% |
| Value | Count | Frequency (%) | |
| 100 | 728 | 6.6% | |
| 99 | 39 | 0.4% | |
| 98 | 47 | 0.4% | |
| 97 | 33 | 0.3% | |
| 96 | 41 | 0.4% | |
| 95 | 36 | 0.3% | |
| 94 | 47 | 0.4% | |
| 93 | 46 | 0.4% | |
| 92 | 53 | 0.5% | |
| 91 | 34 | 0.3% |
| Distinct count | 101 |
|---|---|
| Unique (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 56.86854075691412 |
|---|---|
| Minimum | 0.0 |
| Maximum | 100.0 |
| Zeros | 1028 |
| Zeros (%) | 9.4% |
| Memory size | 86.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 29 |
| median | 60 |
| Q3 | 89 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 60 |
Descriptive statistics
| Standard deviation | 34.13552955 |
|---|---|
| Coefficient of variation (CV) | 0.6002533051 |
| Kurtosis | -1.249262485 |
| Mean | 56.86854076 |
| Median Absolute Deviation (MAD) | 30 |
| Skewness | -0.2704547505 |
| Sum | 625099 |
| Variance | 1165.234377 |
| Value | Count | Frequency (%) | |
| 100 | 1764 | 16.0% | |
| 0 | 1028 | 9.4% | |
| 84 | 127 | 1.2% | |
| 88 | 124 | 1.1% | |
| 71 | 113 | 1.0% | |
| 94 | 113 | 1.0% | |
| 79 | 113 | 1.0% | |
| 41 | 109 | 1.0% | |
| 60 | 109 | 1.0% | |
| 82 | 108 | 1.0% | |
| 85 | 106 | 1.0% | |
| 95 | 106 | 1.0% | |
| 77 | 105 | 1.0% | |
| 78 | 103 | 0.9% | |
| 42 | 103 | 0.9% | |
| 70 | 102 | 0.9% | |
| 81 | 102 | 0.9% | |
| 62 | 102 | 0.9% | |
| 86 | 101 | 0.9% | |
| 93 | 101 | 0.9% | |
| 48 | 99 | 0.9% | |
| 46 | 99 | 0.9% | |
| 67 | 98 | 0.9% | |
| 47 | 98 | 0.9% | |
| 92 | 98 | 0.9% | |
| Other values (76) | 5761 | 52.4% |
| Value | Count | Frequency (%) | |
| 0 | 1028 | 9.4% | |
| 1 | 55 | 0.5% | |
| 2 | 45 | 0.4% | |
| 3 | 57 | 0.5% | |
| 4 | 48 | 0.4% | |
| 5 | 60 | 0.5% | |
| 6 | 56 | 0.5% | |
| 7 | 51 | 0.5% | |
| 8 | 64 | 0.6% | |
| 9 | 39 | 0.4% |
| Value | Count | Frequency (%) | |
| 100 | 1764 | 16.0% | |
| 99 | 84 | 0.8% | |
| 98 | 78 | 0.7% | |
| 97 | 85 | 0.8% | |
| 96 | 88 | 0.8% | |
| 95 | 106 | 1.0% | |
| 94 | 113 | 1.0% | |
| 93 | 101 | 0.9% | |
| 92 | 98 | 0.9% | |
| 91 | 97 | 0.9% |
| Distinct count | 101 |
|---|---|
| Unique (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.69596069868996 |
|---|---|
| Minimum | 0.0 |
| Maximum | 100.0 |
| Zeros | 2239 |
| Zeros (%) | 20.4% |
| Memory size | 86.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 7 |
| median | 33 |
| Q3 | 54 |
| 95-th percentile | 79 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 47 |
Descriptive statistics
| Standard deviation | 27.25154828 |
|---|---|
| Coefficient of variation (CV) | 0.8087482214 |
| Kurtosis | -0.9620598218 |
| Mean | 33.6959607 |
| Median Absolute Deviation (MAD) | 24 |
| Skewness | 0.3436149067 |
| Sum | 370386 |
| Variance | 742.6468839 |
| Value | Count | Frequency (%) | |
| 0 | 2239 | 20.4% | |
| 75 | 237 | 2.2% | |
| 35 | 179 | 1.6% | |
| 44 | 159 | 1.4% | |
| 36 | 151 | 1.4% | |
| 45 | 147 | 1.3% | |
| 43 | 140 | 1.3% | |
| 34 | 140 | 1.3% | |
| 42 | 139 | 1.3% | |
| 41 | 138 | 1.3% | |
| 40 | 138 | 1.3% | |
| 38 | 137 | 1.2% | |
| 49 | 133 | 1.2% | |
| 48 | 133 | 1.2% | |
| 29 | 132 | 1.2% | |
| 30 | 131 | 1.2% | |
| 47 | 130 | 1.2% | |
| 46 | 128 | 1.2% | |
| 16 | 123 | 1.1% | |
| 32 | 122 | 1.1% | |
| 39 | 122 | 1.1% | |
| 50 | 122 | 1.1% | |
| 37 | 121 | 1.1% | |
| 12 | 117 | 1.1% | |
| 25 | 113 | 1.0% | |
| Other values (76) | 5421 | 49.3% |
| Value | Count | Frequency (%) | |
| 0 | 2239 | 20.4% | |
| 1 | 79 | 0.7% | |
| 2 | 72 | 0.7% | |
| 3 | 65 | 0.6% | |
| 4 | 91 | 0.8% | |
| 5 | 91 | 0.8% | |
| 6 | 105 | 1.0% | |
| 7 | 77 | 0.7% | |
| 8 | 96 | 0.9% | |
| 9 | 87 | 0.8% |
| Value | Count | Frequency (%) | |
| 100 | 69 | 0.6% | |
| 99 | 9 | 0.1% | |
| 98 | 8 | 0.1% | |
| 97 | 6 | 0.1% | |
| 96 | 13 | 0.1% | |
| 95 | 11 | 0.1% | |
| 94 | 13 | 0.1% | |
| 93 | 10 | 0.1% | |
| 92 | 15 | 0.1% | |
| 91 | 23 | 0.2% |
| Distinct count | 101 |
|---|---|
| Unique (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 60.51637554585153 |
|---|---|
| Minimum | 0.0 |
| Maximum | 100.0 |
| Zeros | 1300 |
| Zeros (%) | 11.8% |
| Memory size | 86.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 23 |
| median | 73 |
| Q3 | 97 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 74 |
Descriptive statistics
| Standard deviation | 37.28808567 |
|---|---|
| Coefficient of variation (CV) | 0.616165217 |
| Kurtosis | -1.332298912 |
| Mean | 60.51637555 |
| Median Absolute Deviation (MAD) | 27 |
| Skewness | -0.476634663 |
| Sum | 665196 |
| Variance | 1390.401333 |
| Value | Count | Frequency (%) | |
| 100 | 2482 | 22.6% | |
| 0 | 1300 | 11.8% | |
| 91 | 133 | 1.2% | |
| 88 | 133 | 1.2% | |
| 87 | 130 | 1.2% | |
| 86 | 129 | 1.2% | |
| 92 | 127 | 1.2% | |
| 78 | 124 | 1.1% | |
| 82 | 124 | 1.1% | |
| 90 | 122 | 1.1% | |
| 85 | 120 | 1.1% | |
| 81 | 116 | 1.1% | |
| 93 | 115 | 1.0% | |
| 95 | 115 | 1.0% | |
| 89 | 115 | 1.0% | |
| 97 | 114 | 1.0% | |
| 96 | 113 | 1.0% | |
| 77 | 113 | 1.0% | |
| 98 | 112 | 1.0% | |
| 94 | 111 | 1.0% | |
| 76 | 109 | 1.0% | |
| 80 | 109 | 1.0% | |
| 74 | 109 | 1.0% | |
| 83 | 107 | 1.0% | |
| 79 | 103 | 0.9% | |
| Other values (76) | 4507 | 41.0% |
| Value | Count | Frequency (%) | |
| 0 | 1300 | 11.8% | |
| 1 | 53 | 0.5% | |
| 2 | 66 | 0.6% | |
| 3 | 48 | 0.4% | |
| 4 | 79 | 0.7% | |
| 5 | 86 | 0.8% | |
| 6 | 76 | 0.7% | |
| 7 | 58 | 0.5% | |
| 8 | 57 | 0.5% | |
| 9 | 70 | 0.6% |
| Value | Count | Frequency (%) | |
| 100 | 2482 | 22.6% | |
| 99 | 101 | 0.9% | |
| 98 | 112 | 1.0% | |
| 97 | 114 | 1.0% | |
| 96 | 113 | 1.0% | |
| 95 | 115 | 1.0% | |
| 94 | 111 | 1.0% | |
| 93 | 115 | 1.0% | |
| 92 | 127 | 1.2% | |
| 91 | 133 | 1.2% |
| Distinct count | 101 |
|---|---|
| Unique (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.82651018922853 |
|---|---|
| Minimum | 0.0 |
| Maximum | 100.0 |
| Zeros | 1227 |
| Zeros (%) | 11.2% |
| Memory size | 86.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 11 |
| median | 30 |
| Q3 | 55 |
| 95-th percentile | 84 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 44 |
Descriptive statistics
| Standard deviation | 27.11998189 |
|---|---|
| Coefficient of variation (CV) | 0.7787166082 |
| Kurtosis | -0.7419427954 |
| Mean | 34.82651019 |
| Median Absolute Deviation (MAD) | 21 |
| Skewness | 0.4819380908 |
| Sum | 382813 |
| Variance | 735.4934178 |
| Value | Count | Frequency (%) | |
| 0 | 1227 | 11.2% | |
| 50 | 224 | 2.0% | |
| 100 | 192 | 1.7% | |
| 16 | 191 | 1.7% | |
| 15 | 182 | 1.7% | |
| 9 | 168 | 1.5% | |
| 18 | 167 | 1.5% | |
| 17 | 161 | 1.5% | |
| 12 | 161 | 1.5% | |
| 20 | 156 | 1.4% | |
| 19 | 155 | 1.4% | |
| 14 | 154 | 1.4% | |
| 8 | 154 | 1.4% | |
| 10 | 153 | 1.4% | |
| 51 | 152 | 1.4% | |
| 1 | 149 | 1.4% | |
| 21 | 147 | 1.3% | |
| 13 | 147 | 1.3% | |
| 11 | 145 | 1.3% | |
| 24 | 138 | 1.3% | |
| 22 | 138 | 1.3% | |
| 23 | 137 | 1.2% | |
| 49 | 135 | 1.2% | |
| 30 | 135 | 1.2% | |
| 29 | 130 | 1.2% | |
| Other values (76) | 5994 | 54.5% |
| Value | Count | Frequency (%) | |
| 0 | 1227 | 11.2% | |
| 1 | 149 | 1.4% | |
| 2 | 121 | 1.1% | |
| 3 | 127 | 1.2% | |
| 4 | 126 | 1.1% | |
| 5 | 126 | 1.1% | |
| 6 | 130 | 1.2% | |
| 7 | 128 | 1.2% | |
| 8 | 154 | 1.4% | |
| 9 | 168 | 1.5% |
| Value | Count | Frequency (%) | |
| 100 | 192 | 1.7% | |
| 99 | 14 | 0.1% | |
| 98 | 14 | 0.1% | |
| 97 | 13 | 0.1% | |
| 96 | 14 | 0.1% | |
| 95 | 25 | 0.2% | |
| 94 | 24 | 0.2% | |
| 93 | 26 | 0.2% | |
| 92 | 19 | 0.2% | |
| 91 | 19 | 0.2% |
| Distinct count | 101 |
|---|---|
| Unique (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 55.02228893740902 |
|---|---|
| Minimum | 0.0 |
| Maximum | 100.0 |
| Zeros | 186 |
| Zeros (%) | 1.7% |
| Memory size | 86.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 17 |
| Q1 | 42 |
| median | 53 |
| Q3 | 68 |
| 95-th percentile | 98 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 22.3355392 |
|---|---|
| Coefficient of variation (CV) | 0.4059362057 |
| Kurtosis | -0.06514140816 |
| Mean | 55.02228894 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | 0.02617322521 |
| Sum | 604805 |
| Variance | 498.8763115 |
| Value | Count | Frequency (%) | |
| 100 | 509 | 4.6% | |
| 50 | 443 | 4.0% | |
| 51 | 313 | 2.8% | |
| 49 | 298 | 2.7% | |
| 53 | 256 | 2.3% | |
| 52 | 255 | 2.3% | |
| 48 | 250 | 2.3% | |
| 55 | 225 | 2.0% | |
| 46 | 218 | 2.0% | |
| 56 | 217 | 2.0% | |
| 54 | 209 | 1.9% | |
| 60 | 208 | 1.9% | |
| 58 | 205 | 1.9% | |
| 45 | 205 | 1.9% | |
| 62 | 200 | 1.8% | |
| 57 | 199 | 1.8% | |
| 41 | 192 | 1.7% | |
| 47 | 192 | 1.7% | |
| 0 | 186 | 1.7% | |
| 43 | 184 | 1.7% | |
| 42 | 182 | 1.7% | |
| 44 | 181 | 1.6% | |
| 61 | 171 | 1.6% | |
| 38 | 161 | 1.5% | |
| 40 | 157 | 1.4% | |
| Other values (76) | 5176 | 47.1% |
| Value | Count | Frequency (%) | |
| 0 | 186 | 1.7% | |
| 1 | 9 | 0.1% | |
| 2 | 13 | 0.1% | |
| 3 | 19 | 0.2% | |
| 4 | 16 | 0.1% | |
| 5 | 14 | 0.1% | |
| 6 | 15 | 0.1% | |
| 7 | 24 | 0.2% | |
| 8 | 26 | 0.2% | |
| 9 | 25 | 0.2% |
| Value | Count | Frequency (%) | |
| 100 | 509 | 4.6% | |
| 99 | 19 | 0.2% | |
| 98 | 34 | 0.3% | |
| 97 | 34 | 0.3% | |
| 96 | 40 | 0.4% | |
| 95 | 41 | 0.4% | |
| 94 | 50 | 0.5% | |
| 93 | 48 | 0.4% | |
| 92 | 58 | 0.5% | |
| 91 | 75 | 0.7% |
| Distinct count | 101 |
|---|---|
| Unique (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.93704512372635 |
|---|---|
| Minimum | 0.0 |
| Maximum | 100.0 |
| Zeros | 1756 |
| Zeros (%) | 16.0% |
| Memory size | 86.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 5 |
| median | 27 |
| Q3 | 47 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 42 |
Descriptive statistics
| Standard deviation | 33.155463 |
|---|---|
| Coefficient of variation (CV) | 0.9490059302 |
| Kurtosis | -0.5326653718 |
| Mean | 34.93704512 |
| Median Absolute Deviation (MAD) | 21 |
| Skewness | 0.853667371 |
| Sum | 384028 |
| Variance | 1099.284727 |
| Value | Count | Frequency (%) | |
| 0 | 1756 | 16.0% | |
| 100 | 894 | 8.1% | |
| 25 | 294 | 2.7% | |
| 1 | 246 | 2.2% | |
| 2 | 233 | 2.1% | |
| 32 | 233 | 2.1% | |
| 24 | 231 | 2.1% | |
| 34 | 204 | 1.9% | |
| 27 | 202 | 1.8% | |
| 4 | 201 | 1.8% | |
| 26 | 199 | 1.8% | |
| 28 | 199 | 1.8% | |
| 23 | 189 | 1.7% | |
| 29 | 186 | 1.7% | |
| 31 | 184 | 1.7% | |
| 30 | 183 | 1.7% | |
| 3 | 162 | 1.5% | |
| 33 | 159 | 1.4% | |
| 5 | 159 | 1.4% | |
| 22 | 155 | 1.4% | |
| 35 | 155 | 1.4% | |
| 6 | 144 | 1.3% | |
| 36 | 143 | 1.3% | |
| 7 | 137 | 1.2% | |
| 20 | 137 | 1.2% | |
| Other values (76) | 4007 | 36.5% |
| Value | Count | Frequency (%) | |
| 0 | 1756 | 16.0% | |
| 1 | 246 | 2.2% | |
| 2 | 233 | 2.1% | |
| 3 | 162 | 1.5% | |
| 4 | 201 | 1.8% | |
| 5 | 159 | 1.4% | |
| 6 | 144 | 1.3% | |
| 7 | 137 | 1.2% | |
| 8 | 114 | 1.0% | |
| 9 | 101 | 0.9% |
| Value | Count | Frequency (%) | |
| 100 | 894 | 8.1% | |
| 99 | 82 | 0.7% | |
| 98 | 77 | 0.7% | |
| 97 | 79 | 0.7% | |
| 96 | 73 | 0.7% | |
| 95 | 96 | 0.9% | |
| 94 | 81 | 0.7% | |
| 93 | 68 | 0.6% | |
| 92 | 65 | 0.6% | |
| 91 | 66 | 0.6% |
| Distinct count | 101 |
|---|---|
| Unique (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47.28748180494905 |
|---|---|
| Minimum | 0.0 |
| Maximum | 100.0 |
| Zeros | 2917 |
| Zeros (%) | 26.5% |
| Memory size | 86.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 40 |
| Q3 | 100 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 100 |
Descriptive statistics
| Standard deviation | 41.76039983 |
|---|---|
| Coefficient of variation (CV) | 0.8831174391 |
| Kurtosis | -1.685793174 |
| Mean | 47.2874818 |
| Median Absolute Deviation (MAD) | 40 |
| Skewness | 0.146745718 |
| Sum | 519784 |
| Variance | 1743.930994 |
| Value | Count | Frequency (%) | |
| 100 | 2988 | 27.2% | |
| 0 | 2917 | 26.5% | |
| 7 | 96 | 0.9% | |
| 8 | 89 | 0.8% | |
| 5 | 86 | 0.8% | |
| 9 | 86 | 0.8% | |
| 6 | 83 | 0.8% | |
| 16 | 82 | 0.7% | |
| 10 | 81 | 0.7% | |
| 19 | 77 | 0.7% | |
| 11 | 77 | 0.7% | |
| 3 | 74 | 0.7% | |
| 12 | 73 | 0.7% | |
| 15 | 73 | 0.7% | |
| 24 | 71 | 0.6% | |
| 29 | 70 | 0.6% | |
| 21 | 70 | 0.6% | |
| 14 | 70 | 0.6% | |
| 22 | 69 | 0.6% | |
| 18 | 68 | 0.6% | |
| 13 | 68 | 0.6% | |
| 25 | 66 | 0.6% | |
| 88 | 66 | 0.6% | |
| 20 | 64 | 0.6% | |
| 2 | 63 | 0.6% | |
| Other values (76) | 3365 | 30.6% |
| Value | Count | Frequency (%) | |
| 0 | 2917 | 26.5% | |
| 1 | 55 | 0.5% | |
| 2 | 63 | 0.6% | |
| 3 | 74 | 0.7% | |
| 4 | 44 | 0.4% | |
| 5 | 86 | 0.8% | |
| 6 | 83 | 0.8% | |
| 7 | 96 | 0.9% | |
| 8 | 89 | 0.8% | |
| 9 | 86 | 0.8% |
| Value | Count | Frequency (%) | |
| 100 | 2988 | 27.2% | |
| 99 | 22 | 0.2% | |
| 98 | 39 | 0.4% | |
| 97 | 42 | 0.4% | |
| 96 | 29 | 0.3% | |
| 95 | 32 | 0.3% | |
| 94 | 43 | 0.4% | |
| 93 | 39 | 0.4% | |
| 92 | 42 | 0.4% | |
| 91 | 44 | 0.4% |
| Distinct count | 101 |
|---|---|
| Unique (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.845342066957787 |
|---|---|
| Minimum | 0.0 |
| Maximum | 100.0 |
| Zeros | 4044 |
| Zeros (%) | 36.8% |
| Memory size | 86.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 9 |
| Q3 | 51 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 51 |
Descriptive statistics
| Standard deviation | 35.77809351 |
|---|---|
| Coefficient of variation (CV) | 1.240342147 |
| Kurtosis | -0.6535576435 |
| Mean | 28.84534207 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.9482646831 |
| Sum | 317068 |
| Variance | 1280.071975 |
| Value | Count | Frequency (%) | |
| 0 | 4044 | 36.8% | |
| 100 | 759 | 6.9% | |
| 1 | 228 | 2.1% | |
| 2 | 185 | 1.7% | |
| 5 | 175 | 1.6% | |
| 3 | 174 | 1.6% | |
| 4 | 164 | 1.5% | |
| 7 | 151 | 1.4% | |
| 6 | 146 | 1.3% | |
| 8 | 141 | 1.3% | |
| 12 | 111 | 1.0% | |
| 10 | 107 | 1.0% | |
| 9 | 103 | 0.9% | |
| 11 | 101 | 0.9% | |
| 19 | 99 | 0.9% | |
| 13 | 93 | 0.8% | |
| 16 | 88 | 0.8% | |
| 98 | 85 | 0.8% | |
| 15 | 85 | 0.8% | |
| 99 | 85 | 0.8% | |
| 14 | 83 | 0.8% | |
| 38 | 72 | 0.7% | |
| 37 | 71 | 0.6% | |
| 17 | 70 | 0.6% | |
| 20 | 70 | 0.6% | |
| Other values (76) | 3502 | 31.9% |
| Value | Count | Frequency (%) | |
| 0 | 4044 | 36.8% | |
| 1 | 228 | 2.1% | |
| 2 | 185 | 1.7% | |
| 3 | 174 | 1.6% | |
| 4 | 164 | 1.5% | |
| 5 | 175 | 1.6% | |
| 6 | 146 | 1.3% | |
| 7 | 151 | 1.4% | |
| 8 | 141 | 1.3% | |
| 9 | 103 | 0.9% |
| Value | Count | Frequency (%) | |
| 100 | 759 | 6.9% | |
| 99 | 85 | 0.8% | |
| 98 | 85 | 0.8% | |
| 97 | 64 | 0.6% | |
| 96 | 63 | 0.6% | |
| 95 | 67 | 0.6% | |
| 94 | 64 | 0.6% | |
| 93 | 44 | 0.4% | |
| 92 | 56 | 0.5% | |
| 91 | 54 | 0.5% |
| Distinct count | 10 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.431586608442504 |
|---|---|
| Minimum | 0 |
| Maximum | 9 |
| Zeros | 1143 |
| Zeros (%) | 10.4% |
| Memory size | 86.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 4 |
| Q3 | 7 |
| 95-th percentile | 9 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 2.876946685 |
|---|---|
| Coefficient of variation (CV) | 0.6491911226 |
| Kurtosis | -1.232673067 |
| Mean | 4.431586608 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.02615254632 |
| Sum | 48712 |
| Variance | 8.27682223 |
| Value | Count | Frequency (%) | |
| 4 | 1144 | 10.4% | |
| 2 | 1144 | 10.4% | |
| 1 | 1143 | 10.4% | |
| 0 | 1143 | 10.4% | |
| 7 | 1142 | 10.4% | |
| 6 | 1056 | 9.6% | |
| 5 | 1055 | 9.6% | |
| 3 | 1055 | 9.6% | |
| 9 | 1055 | 9.6% | |
| 8 | 1055 | 9.6% |
| Value | Count | Frequency (%) | |
| 0 | 1143 | 10.4% | |
| 1 | 1143 | 10.4% | |
| 2 | 1144 | 10.4% | |
| 3 | 1055 | 9.6% | |
| 4 | 1144 | 10.4% | |
| 5 | 1055 | 9.6% | |
| 6 | 1056 | 9.6% | |
| 7 | 1142 | 10.4% | |
| 8 | 1055 | 9.6% | |
| 9 | 1055 | 9.6% |
| Value | Count | Frequency (%) | |
| 9 | 1055 | 9.6% | |
| 8 | 1055 | 9.6% | |
| 7 | 1142 | 10.4% | |
| 6 | 1056 | 9.6% | |
| 5 | 1055 | 9.6% | |
| 4 | 1144 | 10.4% | |
| 3 | 1055 | 9.6% | |
| 2 | 1144 | 10.4% | |
| 1 | 1143 | 10.4% | |
| 0 | 1143 | 10.4% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| input1 | input2 | input3 | input4 | input5 | input6 | input7 | input8 | input9 | input10 | input11 | input12 | input13 | input14 | input15 | input16 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 47.0 | 100.0 | 27.0 | 81.0 | 57.0 | 37.0 | 26.0 | 0.0 | 0.0 | 23.0 | 56.0 | 53.0 | 100.0 | 90.0 | 40.0 | 98.0 | 8 |
| 1 | 0.0 | 89.0 | 27.0 | 100.0 | 42.0 | 75.0 | 29.0 | 45.0 | 15.0 | 15.0 | 37.0 | 0.0 | 69.0 | 2.0 | 100.0 | 6.0 | 2 |
| 2 | 0.0 | 57.0 | 31.0 | 68.0 | 72.0 | 90.0 | 100.0 | 100.0 | 76.0 | 75.0 | 50.0 | 51.0 | 28.0 | 25.0 | 16.0 | 0.0 | 1 |
| 3 | 0.0 | 100.0 | 7.0 | 92.0 | 5.0 | 68.0 | 19.0 | 45.0 | 86.0 | 34.0 | 100.0 | 45.0 | 74.0 | 23.0 | 67.0 | 0.0 | 4 |
| 4 | 0.0 | 67.0 | 49.0 | 83.0 | 100.0 | 100.0 | 81.0 | 80.0 | 60.0 | 60.0 | 40.0 | 40.0 | 33.0 | 20.0 | 47.0 | 0.0 | 1 |
| 5 | 100.0 | 100.0 | 88.0 | 99.0 | 49.0 | 74.0 | 17.0 | 47.0 | 0.0 | 16.0 | 37.0 | 0.0 | 73.0 | 16.0 | 20.0 | 20.0 | 6 |
| 6 | 0.0 | 100.0 | 3.0 | 72.0 | 26.0 | 35.0 | 85.0 | 35.0 | 100.0 | 71.0 | 73.0 | 97.0 | 65.0 | 49.0 | 66.0 | 0.0 | 4 |
| 7 | 0.0 | 39.0 | 2.0 | 62.0 | 11.0 | 5.0 | 63.0 | 0.0 | 100.0 | 43.0 | 89.0 | 99.0 | 36.0 | 100.0 | 0.0 | 57.0 | 0 |
| 8 | 13.0 | 89.0 | 12.0 | 50.0 | 72.0 | 38.0 | 56.0 | 0.0 | 4.0 | 17.0 | 0.0 | 61.0 | 32.0 | 94.0 | 100.0 | 100.0 | 5 |
| 9 | 57.0 | 100.0 | 22.0 | 72.0 | 0.0 | 31.0 | 25.0 | 0.0 | 75.0 | 13.0 | 100.0 | 50.0 | 75.0 | 87.0 | 26.0 | 85.0 | 0 |
Last rows
| input1 | input2 | input3 | input4 | input5 | input6 | input7 | input8 | input9 | input10 | input11 | input12 | input13 | input14 | input15 | input16 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10982 | 0.0 | 85.0 | 21.0 | 100.0 | 66.0 | 98.0 | 83.0 | 77.0 | 90.0 | 53.0 | 100.0 | 30.0 | 75.0 | 10.0 | 35.0 | 0.0 | 3 |
| 10983 | 0.0 | 63.0 | 16.0 | 90.0 | 100.0 | 100.0 | 90.0 | 73.0 | 53.0 | 40.0 | 22.0 | 6.0 | 11.0 | 0.0 | 48.0 | 18.0 | 7 |
| 10984 | 0.0 | 74.0 | 35.0 | 100.0 | 100.0 | 96.0 | 94.0 | 63.0 | 52.0 | 35.0 | 0.0 | 11.0 | 5.0 | 0.0 | 77.0 | 6.0 | 2 |
| 10985 | 43.0 | 89.0 | 93.0 | 100.0 | 66.0 | 91.0 | 40.0 | 64.0 | 82.0 | 43.0 | 100.0 | 15.0 | 52.0 | 0.0 | 0.0 | 1.0 | 5 |
| 10986 | 43.0 | 81.0 | 11.0 | 69.0 | 78.0 | 51.0 | 100.0 | 17.0 | 27.0 | 0.0 | 0.0 | 32.0 | 14.0 | 80.0 | 84.0 | 100.0 | 5 |
| 10987 | 36.0 | 100.0 | 24.0 | 70.0 | 0.0 | 38.0 | 49.0 | 33.0 | 95.0 | 47.0 | 87.0 | 55.0 | 96.0 | 21.0 | 100.0 | 0.0 | 4 |
| 10988 | 16.0 | 75.0 | 41.0 | 100.0 | 52.0 | 64.0 | 32.0 | 27.0 | 0.0 | 0.0 | 21.0 | 9.0 | 62.0 | 2.0 | 100.0 | 14.0 | 2 |
| 10989 | 56.0 | 100.0 | 27.0 | 79.0 | 0.0 | 39.0 | 12.0 | 0.0 | 66.0 | 15.0 | 100.0 | 51.0 | 93.0 | 93.0 | 38.0 | 93.0 | 0 |
| 10990 | 19.0 | 100.0 | 0.0 | 61.0 | 3.0 | 23.0 | 48.0 | 0.0 | 97.0 | 27.0 | 100.0 | 66.0 | 62.0 | 97.0 | 10.0 | 81.0 | 0 |
| 10991 | 38.0 | 100.0 | 37.0 | 81.0 | 12.0 | 55.0 | 0.0 | 28.0 | 52.0 | 27.0 | 100.0 | 42.0 | 86.0 | 26.0 | 65.0 | 0.0 | 4 |